AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals48/100
Some gaps
Avg Prompt Score
4
across 286 prompts
AI Share of Voice
4%
across 286 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Vertical SaaS
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
SPP.co (now rebranded as Wayfront) has strong B2B review visibility (notably on G2 and TrustRadius) and solid social authority via LinkedIn and Reddit. The biggest AI-citation risk is evaluation-stage “brand vs competitor” and “pricing” queries: the domain redirects to Wayfront.com, and first-party evaluation surfaces (SoftwareApplication/FAQPage + crawlable pricing/comparison pages) are not clearly evidenced as present on spp.co.
Based on audit of spp.co · Oct 9, 2026